# decisio 0.6.0 (Gemma 4 31B) vs linne-oak 1.0 (31B)

As of Oct 14, 2026, decisio 0.6.0 (Gemma 4 31B) leads linne-oak 1.0 (31B) in 0 of 1 shared categories.

decisio 0.6.0 (Gemma 4 31B): price per 1M tokens is unset in the catalog.

linne-oak 1.0 (31B): price per 1M tokens is unset in the catalog.

decisio 0.6.0 (Gemma 4 31B): closed weights.

linne-oak 1.0 (31B): open weights.

- Which to pick, Decision models: As of Oct 14, 2026, linne-oak 1.0 (31B) leads decisio 0.6.0 (Gemma 4 31B) in Decision models at #1 against #27.

As of Oct 14, 2026, decisio 0.6.0 (Gemma 4 31B) is ranked #27 in Decision models (since Oct 14, 2026; sources Decision Index Full; methodology v1.0).

As of Oct 14, 2026, linne-oak 1.0 (31B) is tied for state of the art with low confidence in Decision models (since Oct 14, 2026; sources Decision Index Full; methodology v1.0).